# Metabase vs Zoho Analytics Comparison

---
## Frequently Asked Questions

### What is the difference between Zoho Analytics vs Metabase?

Metabase stands out for its higher overall rating and ease of setup, while Zoho Analytics is noted for its strong integrations and dashboard usability.

| [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) | [Metabase](https://www.g2.com/products/metabase/reviews) |
| --- | --- |
| 4.2/5 (286 reviews) | 4.4/5 (147 reviews) |
| Mid-Market | Mid-Market |
| 8.1 | 9.1 |
| 8.1 | 8.0 |
| Integrations (28 all-time mentions) | Ease of Use (11 all-time mentions) |



### How do the pricing models of Zoho Analytics and Metabase compare?

Metabase is rated as the stronger value on price and cost satisfaction, with reviewers highlighting its cost-effectiveness and open-source option.

- **Zoho Analytics:** Reviewers appreciate the value for money and minimal cost, but some mention that key features are only available in higher-tier plans.
- **Metabase:** Reviewers consistently highlight its affordability, especially the open-source version, and strong ROI compared to traditional BI tools.



### What are the best alternatives to Zoho Analytics and Metabase?

The top 3 alternatives to Zoho Analytics and Metabase are Looker, Domo, and Amazon QuickSight.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) | 4.2/5 (286 reviews) | Mid-Market | Reviewers note strong value for money and integration with Zoho ecosystem. | Integrations (28 all-time mentions) |
| [Metabase](https://www.g2.com/products/metabase/reviews) | 4.4/5 (147 reviews) | Mid-Market | Reviewers highlight affordability, especially for the open-source version. | Ease of Use (11 all-time mentions) |
| [Looker](https://www.g2.com/products/looker/reviews) | 4.4/5 (1656 reviews) | Mid-Market | Reviewers mention Looker as a premium-priced solution with advanced analytics capabilities. | Advanced analytics and data modeling |
| [Domo](https://www.g2.com/products/domo/reviews) | 4.3/5 (1086 reviews) | Mid-Market | Reviewers cite Domo's pricing as competitive for its feature set. | Comprehensive dashboarding and data integration |
| [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) | 4.3/5 (696 reviews) | Small-Business | Reviewers highlight flexible pricing and pay-per-session options. | Scalability and integration with AWS ecosystem |



### Which Analytics Platforms features should I prioritize when comparing Zoho Analytics and Metabase?

Buyers should prioritize ease of setup, dashboard customization, integrations, data governance, and support quality when comparing Zoho Analytics and Metabase.

- **Ease of Setup:** Zoho Analytics scores 8.1, Metabase scores 9.1.
- **Dashboard Customization:** Zoho Analytics has 14 all-time mentions, Metabase has 2 all-time mentions for customization.
- **Integrations:** Zoho Analytics has 28 all-time mentions, Metabase has 3 all-time mentions.
- **Data Governance:** Metabase offers data governance features not present in Zoho Analytics.
- **Quality of Support:** Zoho Analytics scores 8.1, Metabase scores 8.0.



### What are the pros and cons of Zoho Analytics vs Metabase?

Zoho Analytics is strongest in integrations and dashboard usability, while Metabase excels in ease of use and implementation.

- **Zoho Analytics strengths:** Integrations (28 all-time mentions), dashboard usability (22), data visualization (22), ease of use (39), reporting (16).
- **Zoho Analytics trade-offs:** Learning curve (22), limited customization (14), integration issues (10), missing features (10).
- **Metabase strengths:** Ease of use (11), implementation ease (5), intuitive interface (5), easy setup (4), report generation (4).
- **Metabase trade-offs:** Slow performance (5), missing features (4), slow loading (4), performance issues (3), limited advanced analytics and dashboard customization.



### Is Zoho Analytics or Metabase better for small businesses?

Metabase is the better fit for small businesses, with reviewers highlighting its affordability and ease of use for non-technical users.

- **Zoho Analytics:** Largest segment is Mid-Market; reviewers note strong integration with the Zoho ecosystem and value for money, but mention a learning curve for advanced features.
- **Metabase:** Largest segment is Mid-Market; reviewers consistently highlight its suitability for small teams and startups due to its open-source option and minimal setup complexity.



### Which Analytics Platforms platform has better integrations?

Zoho Analytics is favored for integrations, with a higher number of reviewer-cited integration mentions.

- **Zoho Analytics:** Integrates with Zoho CRM (26 all-time mentions) and Zoho Books (5 all-time mentions), with 28 all-time mentions for integrations overall.
- **Metabase:** Integrates with Snowflake (2 all-time mentions), with 3 all-time mentions for integrations overall.



### How do Zoho Analytics and Metabase compare on customer support?

Zoho Analytics and Metabase are rated at parity on Quality of Support, with scores of 8.1 and 8.0 respectively.

- **Zoho Analytics:** Reviewers describe support as responsive and helpful, though some mention slow response times and limited support for advanced issues.
- **Metabase:** Reviewers note active community support and straightforward onboarding, but mention that support for self-hosted deployments relies heavily on community resources.



### Which is easier to implement, Zoho Analytics or Metabase?

Metabase is rated higher for ease of setup, with a 9.1 score compared to Zoho Analytics' 8.1.

- **Zoho Analytics:** Reviewers mention that setup is straightforward within the Zoho ecosystem but can be technical for advanced features and integrations.
- **Metabase:** Reviewers consistently highlight quick setup, minimal configuration, and ease of onboarding for both technical and non-technical users.



### Which product has better Dashboards?

Both Zoho Analytics and Metabase are highly rated for dashboards, with reviewers citing strong dashboard creation and usability features.

- **Zoho Analytics:** Dashboard usability (22 all-time mentions), dashboard customization (14), ease of use (39), and strong visualization options.
- **Metabase:** Data visualization (4 all-time mentions), ease of dashboard creation, and intuitive interface for building and sharing dashboards.



| | Metabase | Zoho Analytics | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 147 | 287 | 
| **Largest Market Segment** | Mid-Market (52.5% of reviews) | Small-Business (50.7% of reviews) | 
| **Entry Level Price** | $0.00 | $0.00 Per Month | 

---
## Top Pros & Cons

### Metabase

Pros:
- Ease of Use (11 reviews)
- Implementation Ease (5 reviews)

Cons:
- Slow Performance (5 reviews)
- Missing Features (4 reviews)

### Zoho Analytics

Pros:
- Ease of Use (39 reviews)
- Analytics (34 reviews)

Cons:
- Learning Curve (22 reviews)
- Limited Customization (14 reviews)

---
## Ratings Comparison
| Rating | Metabase | Zoho Analytics | 
|---|---|---|
  | **Meets Requirements** | 8.7 (103 reviews) | 8.2 (252 reviews) | 
  | **Ease of Use** | 8.4 (106 reviews) | 8.0 (257 reviews) | 
  | **Ease of Setup** | 9.1 (45 reviews) | 8.1 (156 reviews) | 
  | **Ease of Admin** | 9.0 (26 reviews) | 8.2 (136 reviews) | 
  | **Quality of Support** | 8.0 (76 reviews) | 8.1 (231 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (21 reviews) | 8.5 (130 reviews) | 
  | **Product Direction (% positive)** | 8.4 (92 reviews) | 8.8 (253 reviews) | 

---
## Pricing

### Metabase

#### Entry-Level Pricing

Plan: Open Source

Price: $0.00

Description: The user-friendly BI suite in a box.

Key Features:
- Unlimited charts
- Unlimited dashboards
- Connect to 20+ database types

[Browse all 4 editions](https://www.g2.com/products/metabase/pricing)

#### Free Trial

Yes

### Zoho Analytics

#### Entry-Level Pricing

Plan: Free

Price: $0.00 Per Month

Description: 0.1 million rows, 2 users.

Key Features:
- 5 Workspaces
- Unlimited reports and dashboards
- 3 scheduled imports

[Browse all 5 editions](https://www.g2.com/products/zoho-analytics/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Metabase** | 8.5/10 | 59 |
| **Zoho Analytics** | 8.0/10 | 200 |

#### Reports

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.9 (47 reviews) | 8.1 (184 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (42 reviews) | 8.0 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (47 reviews) | 8.5 (178 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (40 reviews) | 8.1 (114 reviews) | 
| **Dashboards** | 9.1 (46 reviews) | 8.3 (179 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Calculated Fields** | 8.3 (41 reviews) | 8.3 (168 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.8 (41 reviews) | 8.4 (170 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (43 reviews) | 8.0 (155 reviews) ✓ Verified | 
| **Search** | 8.1 (41 reviews) | 8.0 (154 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (39 reviews) | 7.9 (145 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (35 reviews) | 7.7 (120 reviews) ✓ Verified | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Predictive Analytics** | 7.5 (40 reviews) | 8.4 (91 reviews) | 
| **Data Visualization** | 9.1 (46 reviews) | 8.5 (163 reviews) | 
| **Big Data Services** | 7.8 (41 reviews) | 7.8 (131 reviews) | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Data Transformation** | 8.8 (13 reviews) | 8.0 (133 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (13 reviews) | 8.0 (125 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.6 (16 reviews) | 8.1 (120 reviews) ✓ Verified | 
| **Integration APIs** | 8.8 (10 reviews) | 8.2 (112 reviews) ✓ Verified | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Platform

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Customizable Branding** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Publishing/Sharing** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Strategic Planning** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Text Analysis** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Benchmarking** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Trend/Problem Indicators** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Profitability Analysis** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Key Performance Indicators** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **Metabase** | N/A | N/A |
| **Zoho Analytics** | 8.3/10 | 197 |

#### Reports

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.9 (47 reviews) | 8.1 (184 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (42 reviews) | 8.0 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (47 reviews) | 8.5 (178 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (40 reviews) | 8.1 (114 reviews) | 
| **Dashboards** | 9.1 (46 reviews) | 8.3 (179 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Reports

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 
| **Share Reports** | Not enough data | Not enough data | 
| **Steps to Answer** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Visualization

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Graphs and Charts** | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | 
| **Formats** | Not enough data | Not enough data | 
| **Mobile Dashboards** | Not enough data | Not enough data | 
| **Public Dashboards** | Not enough data | Not enough data | 
| **Private Dashboards** | Not enough data | Not enough data | 

#### Data Updates

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | 
| **Real-Time Updating** | Not enough data | Not enough data | 

#### Collaboration

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Sharing** | Not enough data | Not enough data | 
| **Co-Editing** | Not enough data | Not enough data | 
| **Devices** | Not enough data | Not enough data | 

#### Data Updates

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | 
| **Real-Time Updating** | Not enough data | 7.2 (6 reviews) | 
| **Scheduled/Automated Reports** | Not enough data | 7.3 (5 reviews) | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **KPI Monitoring** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Real-Time Notifications** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Data Aggregation** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Interactive Elements** | Not enough data | Not enough data | 
| **Single Page View** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Functions/Calculations** | Not enough data | Not enough data | 
| **Historical Reporting** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Real-Time Updates** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Relational Display** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Metabase** | 8.1/10 | 70 |
| **Zoho Analytics** | 8.4/10 | 204 |

#### Reports

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.9 (47 reviews) | 8.1 (184 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (42 reviews) | 8.0 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (47 reviews) | 8.5 (178 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (40 reviews) | 8.1 (114 reviews) | 
| **Dashboards** | 9.1 (46 reviews) | 8.3 (179 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Connectors** | 8.3 (47 reviews) | 8.2 (84 reviews) | 
| **Data Governance** | 8.3 (45 reviews) | Feature Not Available | 

#### Data Modeling and Blending

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Data Querying** | 8.6 (57 reviews) | 8.3 (82 reviews) | 
| **Data Filtering** | 8.8 (57 reviews) | 8.5 (88 reviews) | 
| **Data Blending** | 8.3 (52 reviews) | 8.4 (82 reviews) | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **AI Text Generation** | 7.1 (17 reviews) | 8.1 (13 reviews) | 
| **AI Text Summarization** | 7.5 (17 reviews) | 8.2 (13 reviews) | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Autonomous Task Execution** | 6.5 (9 reviews) | Not enough data | 
| **Multi-step Planning** | 7.3 (8 reviews) | Not enough data | 
| **Cross-system Integration** | 8.0 (9 reviews) | Not enough data | 
| **Adaptive Learning** | 7.5 (8 reviews) | Not enough data | 
| **Natural Language Interaction** | 7.1 (8 reviews) | Not enough data | 
| **Proactive Assistance** | 7.1 (8 reviews) | Not enough data | 
| **Decision Making** | 7.7 (8 reviews) | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Calculated Fields** | 8.3 (41 reviews) | 8.3 (168 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.8 (41 reviews) | 8.4 (170 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (43 reviews) | 8.0 (155 reviews) ✓ Verified | 
| **Search** | 8.1 (41 reviews) | 8.0 (154 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (39 reviews) | 7.9 (145 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (35 reviews) | 7.7 (120 reviews) ✓ Verified | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **No-code Dashboard Builder** | 9.0 (12 reviews) | 9.2 (6 reviews) | 
| **Report Scheduling and Automation** | 8.7 (9 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 8.7 (9 reviews) | Not enough data | 
| **Data Source Connectivity** | 9.1 (11 reviews) | 9.1 (9 reviews) | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Query Builder** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Predictive Analytics** | 7.5 (40 reviews) | 8.4 (91 reviews) | 
| **Data Visualization** | 9.1 (46 reviews) | 8.5 (163 reviews) | 
| **Big Data Services** | 7.8 (41 reviews) | 7.8 (131 reviews) | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Large data handling and Query Speed** | 7.1 (15 reviews) | Not enough data | 
| **Concurrent User Support** | 7.8 (9 reviews) | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Data Modeling and Governance** | 7.4 (9 reviews) | Not enough data | 
| **Notebook and Script Integration** | 7.3 (8 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 7.8 (9 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 7.2 (9 reviews) | Not enough data | 
| **Natural Language Queries** | 7.1 (8 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 7.5 (8 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 7.5 (8 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 7.9 (8 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 7.9 (8 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.8 (8 reviews) | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Data Transformation** | 8.8 (13 reviews) | 8.0 (133 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (13 reviews) | 8.0 (125 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.6 (16 reviews) | 8.1 (120 reviews) ✓ Verified | 
| **Integration APIs** | 8.8 (10 reviews) | 8.2 (112 reviews) ✓ Verified | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Drag & Drop** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Sales Trend Analysis** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Storytelling** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Financing Management** | Not enough data | Not enough data | 
| **Self-service Analytics** | Not enough data | Not enough data | 
| **KPI Monitoring** | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Integration** | Not enough data | Not enough data | 
| **Scorecards** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Progress Tracking** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Profitability Analysis** | Not enough data | Not enough data | 
| **Project Tracking** | Not enough data | Not enough data | 
| **Strategic Planning** | Not enough data | Not enough data | 
| **Goal Setting/Tracking** | Not enough data | Not enough data | 
| **Publishing/Sharing** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Templates** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Financial Reporting** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Metabase** | 8.5/10 | 59 |
| **Zoho Analytics** | 8.0/10 | 200 |

#### Reports

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.9 (47 reviews) | 8.1 (184 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (42 reviews) | 8.0 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (47 reviews) | 8.5 (178 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (40 reviews) | 8.1 (114 reviews) | 
| **Dashboards** | 9.1 (46 reviews) | 8.3 (179 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Calculated Fields** | 8.3 (41 reviews) | 8.3 (168 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.8 (41 reviews) | 8.4 (170 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (43 reviews) | 8.0 (155 reviews) ✓ Verified | 
| **Search** | 8.1 (41 reviews) | 8.0 (154 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (39 reviews) | 7.9 (145 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (35 reviews) | 7.7 (120 reviews) ✓ Verified | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Data Transformation** | 8.8 (13 reviews) | 8.0 (133 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (13 reviews) | 8.0 (125 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.6 (16 reviews) | 8.1 (120 reviews) ✓ Verified | 
| **Integration APIs** | 8.8 (10 reviews) | 8.2 (112 reviews) ✓ Verified | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Generative AI** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Mobile Reporting** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Customization** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Application Development** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Geographic Maps** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Self-service Analytics** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Integration into Third Party Applications** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Visual Workflow Management** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Benchmarking** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Streaming Analytics** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 

### Sales Analytics

| Product | Score | Reviews |
|---|---|---|
| **Metabase** | N/A | N/A |
| **Zoho Analytics** | 8.2/10 | 61 |

#### Agentic AI - Sales Analytics

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **CRM Integration** | Not enough data | Not enough data | 

#### Data Sourcing

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Data Sourcing** | Not enough data | 8.4 (54 reviews) | 
| **Exporting & Sharing Data** | Not enough data | 8.5 (57 reviews) | 
| **Multi-Device Data Visualization** | Not enough data | 8.4 (49 reviews) | 
| **Interactive Dashboards** | Not enough data | 8.6 (56 reviews) | 
| **Data Segmentation** | Not enough data | 8.4 (52 reviews) | 

#### Predictive Analytics

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Lead Scoring** | Not enough data | 7.9 (48 reviews) | 
| **Opportunity Scoring** | Not enough data | 7.8 (46 reviews) | 
| **Risk Analysis** | Not enough data | 7.8 (47 reviews) | 
| **Live Forecasting** | Not enough data | 7.9 (47 reviews) | 
| **Budgeting/Forecasting** | Not enough data | Not enough data | 
| **Correlation Analysis** | Not enough data | Not enough data | 
| **Competitive Analysis** | Not enough data | Not enough data | 
| **Sales Trend Analysis** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | Not enough data | 

#### Sales Management

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Live Pipeline Management** | Not enough data | 8.1 (47 reviews) | 
| **Sales Gamification** | Not enough data | Feature Not Available | 
| **Account-Based Analytics** | Not enough data | 8.3 (54 reviews) | 
| **Activity Tracking** | Not enough data | 8.5 (56 reviews) | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Contact Management** | Not enough data | Not enough data | 
| **Lead Management** | Not enough data | Not enough data | 
| **Opportunity Management** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Dynamic Modeling** | Not enough data | Not enough data | 
| **Lead Qualification** | Not enough data | Not enough data | 
| **Lead Capture** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Contact Database** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Modeling & Simulation** | Not enough data | Not enough data | 
| **Exception Reporting** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **"What If" Scenarios** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Graphical Data Presentation** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Business Process Control** | Not enough data | Not enough data | 
| **Multi-Currency** | Not enough data | Not enough data | 
| **Pipeline Reports** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Metabase** | N/A | N/A |
| **Zoho Analytics** | N/A | N/A |

#### Statistical Tool

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Scripting** | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | 
| **Algorithms** | Not enough data | Not enough data | 

#### Data Analysis

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Analysis** | Not enough data | Not enough data | 
| **Data Interaction** | Not enough data | Not enough data | 
| **Time Series Analysis** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 

#### Decision Making

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Modeling** | Not enough data | Not enough data | 
| **Data Visualizations** | Not enough data | Not enough data | 
| **Report Generation** | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Metabase | Zoho Analytics | 
|---|---|---|
| **Demand Forecasting** | Not enough data | Not enough data | 
| **AI/Machine Learning** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **For Healthcare** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Decision Support** | Not enough data | Not enough data | 
| **Modeling & Simulation** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **For Retail** | Not enough data | Not enough data | 
| **For Education** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Graphical Workflow Editor** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Business Rules Management** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Data Clustering** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Classification** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Workflow Automation** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (2):** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence)


**Unique to Zoho Analytics (3):** [Sales Analytics Software](https://www.g2.com/categories/sales-analytics), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)


---
## Reviewer Demographics

### By Company Size

| Segment | Metabase | Zoho Analytics | 
|---|---|---|
| **Small-Business** | 34.8% | 50.7% | 
| **Mid-Market** | 52.5% | 41.8% | 
| **Enterprise** | 12.8% | 7.4% | 

### By Industry

#### Metabase

- **Information Technology and Services:** 15.0%
- **Computer Software:** 12.9%
- **Financial Services:** 10.0%
- **Hospital & Health Care:** 5.0%
- **Internet:** 4.3%
- **Education Management:** 3.6%
- **Logistics and Supply Chain:** 3.6%
- **Accounting:** 2.9%
- **Computer Games:** 2.9%
- **E-Learning:** 2.9%
- **Other:** 37.1%

#### Zoho Analytics

- **Information Technology and Services:** 14.2%
- **Computer Software:** 8.9%
- **Financial Services:** 6.0%
- **Marketing and Advertising:** 5.7%
- **Management Consulting:** 4.3%
- **Education Management:** 3.9%
- **Real Estate:** 2.5%
- **Internet:** 2.1%
- **Market Research:** 2.1%
- **Accounting:** 1.8%
- **Other:** 48.6%

---
## Alternatives

### Alternatives to Metabase

- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1654 reviews)
- [Amazon Quick](https://www.g2.com/products/amazon-quick/reviews) — 4.3/5 stars (696 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3789 reviews)
- [Sigma](https://www.g2.com/products/sigma-computing-sigma/reviews) — 4.4/5 stars (558 reviews)
- [Mode](https://www.g2.com/products/mode-mode/reviews) — 4.5/5 stars (330 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1087 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1657 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Plotly Dash Enterprise](https://www.g2.com/products/plotly-dash-enterprise/reviews) — 4.8/5 stars (36 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)

### Alternatives to Zoho Analytics

- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1654 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1087 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (618 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (505 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (334 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)

---
## Top Discussions

### Metabase

- Title: [Is Metabase free?](https://www.g2.com/discussions/is-metabase-free) — 2 comments
  > **Top comment:** "Yes"
- Title: [What is Metabase used for?](https://www.g2.com/discussions/metabase-what-is-metabase-used-for) — 1 comment
  > **Top comment:** "To store & track the business revenue details."
- Title: [Is Metabase secure?](https://www.g2.com/discussions/is-metabase-secure) — 1 comment, 1 upvote
  > **Top comment:** "Yes. It provides SSO integration, and a capability to invite users via e-mail where only the user gets to set their password and password reset capability...."

### Zoho Analytics

- Title: [What is Zoho Analytics used for?](https://www.g2.com/discussions/what-is-zoho-analytics-used-for) — 2 comments
  > **Top comment:** "Zoho Analytics is used for data analysis. It helps organizations collect, process and informed decision-making. 
With features like interactive reporting ,..."
- Title: [What is the use of Zoho?](https://www.g2.com/discussions/what-is-the-use-of-zoho) — 1 comment
  > **Top comment:** "Zoho is a cloud-based software company that provides a suite of business and productivity applications."
- Title: [Is Zoho Analytics free?](https://www.g2.com/discussions/is-zoho-analytics-free) — 1 comment
  > **Top comment:** "Free trial for 15 days usually available"
- Title: [What are the features of Zoho?](https://www.g2.com/discussions/zoho-analytics-what-are-the-features-of-zoho) — 1 comment
  > **Top comment:** "Efficient, I love it."
- Title: [Hi, I would you request you to put a downloading options.](https://www.g2.com/discussions/16124-hi-i-would-you-request-you-to-put-a-downloading-options) — 1 comment, 1 upvote
  > **Top comment:** "Zoho Analyitcs on-premise installable version is available since November 2018, when we released Zoho Analytics 4.0.

It can be downloaded from this page -..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/metabase-vs-zoho-analytics)